# Mad Geo 🎒 (@madgeolier) on x

- id: koinon:creator:x_madgeolier
- url: https://koinonlink.com/kol/x/madgeolier
- schema_version: 1.4

## Identity
- platform: x
- handle: madgeolier
- platform_url: https://twitter.com/madgeolier
- website: http://backpack.exchange/join/madgeo
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 860
- following: 1018
- posts_total: 13893
- posts_observed: 5
- posts_per_day: 22.158
- account_age_days: 627
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01395
- best_post_interactions: 12
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: finance
- subcategory: crypto
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: authenticity in digital identity, personal growth and self-awareness, the impact of social circles on identity, narrative framing of self and others, meaningful human connection
- bio: Newbie with conviction. @Backpack believer. @madlads lover. Trying to be more @konn3cted. Views are my own.

## Audience (inferred)
- status: present
- description: Young professionals and early-career individuals seeking personal growth, authenticity, and meaningful connections in a digital age
- roles: general_ai
- seniority: learner
- pain_points: Feeling disconnected from their true self due to online persona pressure, Struggling to build genuine relationships in a hyper-connected world, Finding it hard to stay consistent with personal values amid social noise, Fearing being judged or misunderstood in personal narratives
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.1
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 40
- authenticity_basis: engagement_observed
- credibility_score: 40
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [x_madgeolier#b54d6218] weeks or months are not our timeframe https://t.co/uFazLdFIrU (https://twitter.com/madgeolier/status/1936397182875148788)
- [x_madgeolier#9f8b9a05] I don't care about Kaito. I don't care how many people read my posts. « The gap between who you are online and who you are in person is the gap between your ego and your reality. Shrink it. The smaller that gap, the more peaceful your life becomes. » Be you.
- [x_madgeolier#5c42f7e0] You are the average of the five people you spend the most time with.
- [x_madgeolier#f4dee0bd] https://t.co/rKM5fPqUuJ
- [x_madgeolier#627eb5a3] The frame isn’t the full picture. https://t.co/DqLd5hNoBl
- [x_madgeolier#931c8c32] Mad lads aren’t going to do shit https://t.co/bhn4Pfukzf
- [x_madgeolier#0b06c046] You’re both the hero and the villain. It just depends on who’s narrating. Pirate for some, Admiral for others! https://t.co/cwsUY36bY0
- [x_madgeolier#5b539838] cooking for others is a special act of love when was the last time you cooked for someone? and what did you cook? https://t.co/qkracEYIa2

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=110, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.5, freshness_days=80, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=110, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 8
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=x_madgeolier
- Request removal: https://koinonlink.com/claim?k=x_madgeolier
- Terms: https://koinonlink.com/for-ai